{"id":"https://openalex.org/W7133185191","doi":"https://doi.org/10.48550/arxiv.2602.24115","title":"Agentic AI-RAN: Enabling Intent-Driven, Explainable and Self-Evolving Open RAN Intelligence","display_name":"Agentic AI-RAN: Enabling Intent-Driven, Explainable and Self-Evolving Open RAN Intelligence","publication_year":2026,"publication_date":"2026-02-27","ids":{"openalex":"https://openalex.org/W7133185191","doi":"https://doi.org/10.48550/arxiv.2602.24115"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.24115","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100532133","display_name":"Zhizhou He","orcid":"https://orcid.org/0009-0001-1036-8816"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"He, Zhizhou","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127841094","display_name":"Yang Luo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Yang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127866159","display_name":"Xinkai Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Xinkai","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028862760","display_name":"Mahdi Boloursaz Mashhadi","orcid":"https://orcid.org/0000-0001-9948-9165"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mashhadi, Mahdi Boloursaz","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127823575","display_name":"Mohammad Shojafar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shojafar, Mohammad","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127796339","display_name":"Merouane Debbah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Debbah, Merouane","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5127833446","display_name":"Rahim Tafazolli","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tafazolli, Rahim","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100532133"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.7153000235557556,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.7153000235557556,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.03739999979734421,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.01590000092983246,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6396999955177307},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.579800009727478},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5503000020980835},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.45980000495910645},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.36899998784065247},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.367000013589859},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.32510000467300415}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6396999955177307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6297000050544739},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.579800009727478},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5503000020980835},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.45980000495910645},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4178999960422516},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.36899998784065247},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.32510000467300415},{"id":"https://openalex.org/C160704184","wikidata":"https://www.wikidata.org/wiki/Q18031028","display_name":"Ran","level":2,"score":0.3208000063896179},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C194541083","wikidata":"https://www.wikidata.org/wiki/Q457174","display_name":"Workaround","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2655999958515167},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.24115","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.24115","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.24115","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.24115","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Open":[0],"RAN":[1],"(O-RAN)":[2],"exposes":[3],"rich":[4],"control":[5,54],"and":[6,15,31,45,80,97,101,118,120,123,135,142,150,157],"telemetry":[7],"interfaces":[8],"across":[9,173],"the":[10,70,82],"Non-RT":[11],"RIC,":[12,14],"Near-RT":[13],"distributed":[16],"units,":[17],"but":[18],"also":[19],"makes":[20],"it":[21],"harder":[22],"to":[23,51,139],"operate":[24],"multi-tenant,":[25],"multi-objective":[26],"RANs":[27],"in":[28,125,170],"a":[29,48,106,126],"safe":[30],"auditable":[32],"manner.":[33],"In":[34],"parallel,":[35],"agentic":[36,61,74,110],"AI":[37],"systems":[38],"with":[39,76],"explicit":[40],"planning,":[41],"tool":[42,115],"use,":[43,116],"memory,":[44],"self-management":[46,121],"offer":[47],"natural":[49],"way":[50],"structure":[52],"long-lived":[53],"loops.":[55],"This":[56,163],"article":[57],"surveys":[58],"how":[59,130],"such":[60],"controllers":[62,75],"can":[63],"be":[64],"brought":[65],"into":[66],"O-RAN:":[67],"we":[68],"review":[69],"O-RAN":[71,128],"architecture,":[72],"contrast":[73],"conventional":[77,140],"ML/RL":[78],"xApps,":[79],"organise":[81],"task":[83],"landscape":[84],"around":[85],"three":[86,174],"clusters:":[87],"network":[88,176],"slice":[89,133],"life-cycle,":[90],"radio":[91],"resource":[92,171],"management":[93],"(RRM)":[94],"closed":[95],"loops,":[96],"cross-cutting":[98],"security,":[99],"privacy,":[100,149],"compliance.":[102],"We":[103],"then":[104],"introduce":[105],"small":[107],"set":[108],"of":[109],"primitives":[111],"(Plan-Act-Observe-Reflect,":[112],"skills":[113],"as":[114,154],"memory":[117],"evidence,":[119],"gates)":[122],"show,":[124],"multi-cell":[127],"simulation,":[129],"they":[131],"improve":[132],"life-cycle":[134],"RRM":[136],"performance":[137],"compared":[138],"baselines":[141],"ablations":[143],"that":[144],"remove":[145],"individual":[146],"primitives.":[147],"Security,":[148],"compliance":[151],"are":[152],"discussed":[153],"architectural":[155],"constraints":[156],"open":[158],"challenges":[159],"for":[160],"standards-aligned":[161],"deployments.":[162],"framework":[164],"achieves":[165],"an":[166],"average":[167],"8.83\\%":[168],"reduction":[169],"usage":[172],"classic":[175],"slices.":[177]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-03-03T00:00:00"}
